Abdukadirova GX, Abduqodirova MI. DO FUSION MODULES AND COMPOUND LOSSES REALLY HELP? A MULTI-SEED ABLATION OF A HYBRID CNN–TRANSFORMER MODEL FOR 3D BRAIN TUMOR SEGMENTATION. IMJAT. 2026;4(10):72-77. doi:10.51699/4typtc28